FIT Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
--------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  1489.9         	|  100 %          	|
--------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  2.9438         	|500            	|  1471.9         	|  98.792         	|
run_training_batch                 	|  0.39746        	|1000           	|  397.46         	|  26.677         	|
optimizer_step_with_closure_0      	|  0.39374        	|1000           	|  393.74         	|  26.427         	|
training_step_and_backward         	|  0.2875         	|1000           	|  287.5          	|  19.297         	|
get_train_batch                    	|  0.11583        	|1500           	|  173.75         	|  11.662         	|
fetch_next_train_batch             	|  0.11579        	|1500           	|  173.69         	|  11.658         	|
model_forward                      	|  0.15447        	|1000           	|  154.47         	|  10.368         	|
training_step                      	|  0.15425        	|1000           	|  154.25         	|  10.353         	|
backward                           	|  0.13142        	|1000           	|  131.42         	|  8.8208         	|
on_train_batch_end                 	|  0.0022695      	|1000           	|  2.2695         	|  0.15232        	|
zero_grad                          	|  0.0015695      	|1000           	|  1.5695         	|  0.10534        	|
training_batch_to_device           	|  0.00063167     	|1000           	|  0.63167        	|  0.042397       	|
on_train_epoch_end                 	|  0.00034534     	|500            	|  0.17267        	|  0.011589       	|
on_train_epoch_start               	|  0.00033855     	|500            	|  0.16927        	|  0.011362       	|
on_train_batch_start               	|  0.0001142      	|1000           	|  0.1142         	|  0.0076652      	|
on_batch_start                     	|  4.5121e-05     	|1000           	|  0.045121       	|  0.0030285      	|
on_train_end                       	|  0.044651       	|1              	|  0.044651       	|  0.0029969      	|
on_after_backward                  	|  2.5119e-05     	|1000           	|  0.025119       	|  0.001686       	|
on_pretrain_routine_start          	|  0.024151       	|1              	|  0.024151       	|  0.001621       	|
on_before_zero_grad                	|  2.2801e-05     	|1000           	|  0.022801       	|  0.0015304      	|
on_batch_end                       	|  1.7388e-05     	|1000           	|  0.017388       	|  0.0011671      	|
on_before_optimizer_step           	|  1.6547e-05     	|1000           	|  0.016547       	|  0.0011106      	|
on_before_backward                 	|  1.3647e-05     	|1000           	|  0.013647       	|  0.00091598     	|
configure_optimizers               	|  0.011197       	|1              	|  0.011197       	|  0.00075152     	|
training_step_end                  	|  8.1153e-06     	|1000           	|  0.0081153      	|  0.00054469     	|
on_epoch_end                       	|  1.2411e-05     	|500            	|  0.0062053      	|  0.0004165      	|
on_epoch_start                     	|  1.1056e-05     	|500            	|  0.0055279      	|  0.00037103     	|
on_train_start                     	|  0.0027763      	|1              	|  0.0027763      	|  0.00018634     	|
on_fit_end                         	|  5.9742e-05     	|1              	|  5.9742e-05     	|  4.0099e-06     	|
on_fit_start                       	|  4.8514e-05     	|1              	|  4.8514e-05     	|  3.2563e-06     	|
on_before_accelerator_backend_setup	|  4.0209e-05     	|1              	|  4.0209e-05     	|  2.6988e-06     	|
on_configure_sharded_model         	|  3.1384e-05     	|1              	|  3.1384e-05     	|  2.1064e-06     	|
setup                              	|  2.4524e-05     	|1              	|  2.4524e-05     	|  1.646e-06      	|
configure_callbacks                	|  1.6948e-05     	|1              	|  1.6948e-05     	|  1.1375e-06     	|
teardown                           	|  1.5724e-05     	|1              	|  1.5724e-05     	|  1.0554e-06     	|
on_pretrain_routine_end            	|  1.3411e-05     	|1              	|  1.3411e-05     	|  9.0014e-07     	|
on_train_dataloader                	|  8.3279e-06     	|1              	|  8.3279e-06     	|  5.5896e-07     	|
on_val_dataloader                  	|  7.4152e-06     	|1              	|  7.4152e-06     	|  4.977e-07      	|
prepare_data                       	|  7.3668e-06     	|1              	|  7.3668e-06     	|  4.9445e-07     	|
configure_sharded_model            	|  7.0017e-06     	|1              	|  7.0017e-06     	|  4.6995e-07     	|
